DocumentCode :
41846
Title :
An Efficient and Experimentally Tuned Software-Based Hardening Strategy for Matrix Multiplication on GPUs
Author :
Rech, P. ; Aguiar, C. ; Frost, Christopher ; Carro, Luigi
Author_Institution :
Inst. de Inf., Fed. Univ. of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
Volume :
60
Issue :
4
fYear :
2013
fDate :
Aug. 2013
Firstpage :
2797
Lastpage :
2804
Abstract :
Neutron radiation experiment results on matrix multiplication on graphic processing units (GPUs) show that multiple errors are detected at the output in more than 50% of the cases. In the presence of multiple errors, the available hardening strategies may become ineffective or inefficient. Analyzing radiation-induced error distributions, we developed an optimized and experimentally tuned software-based hardening strategy for GPUs. With fault-injection simulations, we compare the performance and correcting capabilities of the proposed technique with the available ones.
Keywords :
graphics processing units; matrix algebra; neutron effects; radiation hardening (electronics); GPU; fault-injection simulations; graphic processing units; matrix multiplication; multiple errors; neutron radiation; radiation-induced error distributions; software-based hardening strategy; Algorithm design and analysis; Error analysis; Graphics processing units; Instruction sets; Neutrons; Radiation hardening (electronics); Vectors; Graphic processing unit (GPU); matrix multiplication; neutron radiation testing; software-based hardening;
fLanguage :
English
Journal_Title :
Nuclear Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9499
Type :
jour
DOI :
10.1109/TNS.2013.2252625
Filename :
6510503
Link To Document :
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